{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 38,
      "outputs": [],
      "source": "import numpy as np\nimport pandas as pd\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n%matplotlib inline\nsns.set(style\u003d\"whitegrid\", color_codes\u003dTrue)\n\nnp.random.seed(sum(map(ord, \"categorical\")))\ntitanic \u003d pd.read_csv(\"titanic_train.csv\")\n#tips \u003d sns.load_dataset(\"tips\")\n#iris \u003d sns.load_dataset(\"iris\")",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "outputs": [
        {
          "data": {
            "text/plain": "   sepal_length  sepal_width  petal_length  petal_width species\n0           5.1          3.5           1.4          0.2  setosa\n1           4.9          3.0           1.4          0.2  setosa\n2           4.7          3.2           1.3          0.2  setosa\n3           4.6          3.1           1.5          0.2  setosa\n4           5.0          3.6           1.4          0.2  setosa",
            "text/html": "\u003cdiv\u003e\n\u003cstyle scoped\u003e\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n\u003c/style\u003e\n\u003ctable border\u003d\"1\" class\u003d\"dataframe\"\u003e\n  \u003cthead\u003e\n    \u003ctr style\u003d\"text-align: right;\"\u003e\n      \u003cth\u003e\u003c/th\u003e\n      \u003cth\u003esepal_length\u003c/th\u003e\n      \u003cth\u003esepal_width\u003c/th\u003e\n      \u003cth\u003epetal_length\u003c/th\u003e\n      \u003cth\u003epetal_width\u003c/th\u003e\n      \u003cth\u003especies\u003c/th\u003e\n    \u003c/tr\u003e\n  \u003c/thead\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003cth\u003e0\u003c/th\u003e\n      \u003ctd\u003e5.1\u003c/td\u003e\n      \u003ctd\u003e3.5\u003c/td\u003e\n      \u003ctd\u003e1.4\u003c/td\u003e\n      \u003ctd\u003e0.2\u003c/td\u003e\n      \u003ctd\u003esetosa\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003e1\u003c/th\u003e\n      \u003ctd\u003e4.9\u003c/td\u003e\n      \u003ctd\u003e3.0\u003c/td\u003e\n      \u003ctd\u003e1.4\u003c/td\u003e\n      \u003ctd\u003e0.2\u003c/td\u003e\n      \u003ctd\u003esetosa\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003e2\u003c/th\u003e\n      \u003ctd\u003e4.7\u003c/td\u003e\n      \u003ctd\u003e3.2\u003c/td\u003e\n      \u003ctd\u003e1.3\u003c/td\u003e\n      \u003ctd\u003e0.2\u003c/td\u003e\n      \u003ctd\u003esetosa\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003e3\u003c/th\u003e\n      \u003ctd\u003e4.6\u003c/td\u003e\n      \u003ctd\u003e3.1\u003c/td\u003e\n      \u003ctd\u003e1.5\u003c/td\u003e\n      \u003ctd\u003e0.2\u003c/td\u003e\n      \u003ctd\u003esetosa\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003e4\u003c/th\u003e\n      \u003ctd\u003e5.0\u003c/td\u003e\n      \u003ctd\u003e3.6\u003c/td\u003e\n      \u003ctd\u003e1.4\u003c/td\u003e\n      \u003ctd\u003e0.2\u003c/td\u003e\n      \u003ctd\u003esetosa\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\u003c/div\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 36
        }
      ],
      "source": "tips.head()\niris.head()",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 简单查看数据\n* 数据量太大,展示过于拥挤\n* jitter 数据浮处理",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec26f9390\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 21
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.stripplot(x\u003d\"day\", y\u003d\"total_bill\",data\u003dtips) ",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 数据浮动处理",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec25730f0\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 20
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.stripplot(x\u003d\"day\", y\u003d\"total_bill\",data\u003dtips, jitter\u003dTrue) ",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 使用swarmplot 对数据展示宽度华处理展示数据分布",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec2737cc0\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 22
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.swarmplot(x\u003d\"day\", y\u003d\"total_bill\", data\u003dtips)",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 添加标签分类",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec2719ac8\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 24
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.swarmplot(x\u003d\"day\", y\u003d\"total_bill\",data\u003dtips, hue\u003d\"sex\") \n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 盒型 箱线图\n* IQR四分位距\n* 显示离群点\n* 最大值, 最小值\n* 四分位数据",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec28389b0\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 25
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEFCAYAAAAPCDf9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAHYpJREFUeJzt3XtUFOf9BvBnlptyO4qoNRETEBujqG00otFS4wGxtGhKxAsRj0JDTWIipF4RhdaKGmo8ys97RCPUWlHj7TReQjQ2RNFDm4gY4x0lGAEFAeW+8/vDsmoCy8rO7MzuPJ9zPGeX3Zn57uA8+/LOO+8IoiiKICIiTdApXQAREVkOQ5+ISEMY+kREGsLQJyLSEIY+EZGG2CtdgDG5ublKl0BEZJUGDhzY7M9VHfpAy4UTEVHzjDWY2b1DRKQhDH0iIg1h6BMRaQhDn4hIQxj6RCqVl5eHvLw8pcsgG8PQJ1Kp7du3Y/v27UqXQTaGoU+kQnl5eTh37hzOnTvH1j5JiqFPpEKPt/DZ2icpMfSJiDRE1ityX3vtNbi5uQEAunfvjgkTJmDJkiWws7PD8OHDMWPGDDk3T2S1IiIiEB8fb3hMJBXZQr+2thYAkJ6ebvjZ2LFjkZqaCi8vL8TExCA/Px99+/aVqwQiq9WvXz/4+fkZHpPlnTlzBitWrAAAvPzyyxg1ahSWLl0KAHjppZcwa9Ys/PnPf4avry9CQkIwbdo0bN68GZ06dVKy7FbJFvoXLlxAdXU1oqKi0NDQgHfffRd1dXXo0aMHAGD48OE4efIkQ5+oBWzhKysrKwsTJ07Ea6+9hszMTPz1r3/FqlWr8LOf/Qzz5s3Df//7X8yePRuTJ0/GF198gbi4ONUHPiBj6Ldr1w7R0dEIDw/H9evX8eabb8Ld3d3wuouLC27evNnqejjTJmkdjwFl+Pv7Y8+ePdi6dSt8fHxw8eJFTJ8+HQBQXV2NZ555Bnq9Hv3798fx48fh7OxsFb8r2ULf29sbzz33HARBgLe3N9zc3FBeXm54/f79+098CbSEs2wSkRLS09Mxc+ZM+Pr6Yvr06XB0dMSWLVvQsWNH7N27F/369YOrqyvOnj2LkJAQnD17FtHR0UqXDcB4Q0G20N+1axcuXryIpKQk3L59G9XV1XB2dsaNGzfg5eWFL7/8kidyiUi1XnzxRfzpT3+Cu7s7unXrhrVr12LGjBmor6/Hs88+i5CQELzzzjuYPXs2Bg4ciIkTJyIgIAC9evVSunSjBFEURTlWXFdXh/nz56OoqAiCIGDWrFnQ6XRITk5GY2Mjhg8fjri4OKPryM3NZUufNGvfvn0AHg6AIPM1XeSmhRPjxrJTtpa+o6Oj4cz343bu3CnXJolsStNFWQx9aTTtz6YROFrFi7OIVGjfvn148OABHjx4YGjxU9txWotHGPpEKsRpGKTF/fkIQ5+ISEMY+kQq9PiFWbxIy3zcn4/IOvcOEbXN2LFjeSLXBG/PmIm7d++a9F47h3YAgCVLP2jxPR4eHlj7f6skqU2tGPpEKqX1Fqkp7t69C1330Sa919mU9RUeMvp6Tk4OpkyZgpUrVyIkJMTw89DQUPTt2xfLli37yTJ79uzB1atXMWvWLJPqlBtDn0il2MJXJx8fHxw8eNAQ+t999x2qq6sVrsp0DH0ioqfQu3dvXL9+HRUVFXB3d8f+/fsRGhqKW7duISMjA0eOHEFDQwPc3NyQmpr6xLLp6ek4ePAgBEFASEgIpkyZYvH6eSKXiOgpBQUF4ejRoxBFEWfPnsUvf/lL6PV6lJeXY+vWrdi+fTsaGhqeuCbg8uXL+Ne//mW49/Fnn32Gq1evWrx2tvSJiJ5SaGgokpKS4OXlhUGDBgEAdDodHBwc8P7778PZ2Rk//PADGhoaDMtcvHgRRUVFmDp1KgDg3r17uHHjBnx8fCxaO0OfiOgpeXl54cGDB0hPT8f777+PmzdvoqqqCp999hkyMzNRXV2NsLAwPD61mY+PD3x9ffHRRx9BEARs3boVP//5zy1eO0OfiKyWh4dHqyNumtTU1AB4eK8PY+szVUhICPbt2wdvb2/cvHkTdnZ2aN++PcLCwuDo6IjOnTujuLjY8P7evXtj6NChmDRpEurq6tC/f3907drV5O1JRbZZNqXAWTaJSAp5eXmGew4nJyfb/EybxrKTJ3KJyOZx7p1HGPpE1KK8vDzNz0ppaxj6RNSipuGF1o5z7zzCE7lE1KymOeibHltzP3i/fv3g5+dneKxlbOkTUbNsrR88IiJC8618gC19IrJi77z3Du6WlUm2Po+OHbFm9RrJ1qdGDH0V0NINm8l6REREGIY5qrWFfLesDE4jO0u3vs9LWn1PYWEhxowZg759+xp+5u/vjxkzZkhWR2RkJJKSktCzZ0/J1tmEoa8CvGEzqRH7wVvm6+uL9PR0pctoE4a+wmzpZBnZHrW28NVoxYoVOHPmDERRxNSpU/Gb3/wGkZGReOGFF3Dp0iU4Oztj0KBB+PLLL1FRUYG0tDTY2dlhwYIFqKysRFlZGcLDw5/Y55WVlViwYAHK/teFlZCQgBdeeMGsOnkiV2G2drKMbEu/fv3YEGnG5cuXERkZafi3f/9+FBYWYseOHdi2bRvWr1+PiooKAED//v3x8ccfo66uDu3atcOWLVvg6+uLM2fOoKCgAL/97W+RlpaG9evXY+vWrU9sZ/369RgyZAjS09OxePFiJCUlmV07W/pERE/px907mzZtQn5+PiIjIwEADQ0NKCoqAgBD37+7uzt8fX0Nj2tra+Hp6YmPP/4YR44cgaur6xOzcgIPZ+Y8deoUPv30UwAwfJGYg6GvMGs4WUZExvn4+MDf3x+LFy+GXq/H2rVr0b1791aXS0tLwy9+8QtERETg1KlT+OKLL36y3jFjxiA0NBR37txBZmam2bUy9BXGk2VEbefRsaNJI26eZn1tMXLkSJw+fRoRERF48OABAgMD4erq2upyr776KpKSknDgwAF06NABdnZ2qKurM7w+ffp0LFiwADt37kRVVZUkI4Q4y6YKcMgmEUnJWHZquqWvlrBVevtEpB2aHr1jK5NJERGZSrOh3zQ+/ty5c5w6log0Q7Ohz/HxRKRFmg19IiIt0mzo86YKRKRFso7euXPnDsLCwpCWlgZ7e3vMmzcPgiCgV69eSExMhE6n3HcOx8cT2Y60tDRkZ2cbfU9VVRUAGB0/P2zYMERFRUlam9rIFvr19fVYtGgR2rVrB+DhDJKxsbHw9/fHokWLkJWVhaCgILk2bxK28J9OawcWDypSs5qaGgDG/39qgWyhv3z5ckycOBEbN24EAOTn52Pw4MEAgICAAGRnZyse+mzhS4sHFSklKiqq1cZEdHQ0AGDz5s2WKEm1ZAn9PXv2wMPDA7/61a8MoS+KIgRBAAC4uLigsrLSpHXl5ubKUSK1wYABAzBgwIAWX1+5ciUA4O233za6Hv5OSQm1tbUA+P9PltDfvXs3BEHAyZMn8e2332Lu3Lm4e/eu4fX79+/D3d3dpHVpYRoGW+Hk5ASAvzNTsbvMsrT0/9PYF5ssof/3v//d8Ljptl8pKSnIycmBv78/Tpw4gSFDhsixaSKbwe4ykoPF5t6ZO3cuFi5ciA8//BA+Pj4IDg621KaJVKm1fmj2QZMcZA/9x280kJGRIffmiIjICM1enEVEpEUMfSIiDWHoExFpCEOfiEhDGPpERBrC0Cci0hCGPhGRhjD0iYg0hKFPRKQhDH0iIg1h6BMRaYjFJlwjIvWRYnpngFM8WxO29FUgLy8PeXl5SpdB9BM1NTWGKZ7JNrClrwLbt28H8PA+wkSWxOmdtYehr7C8vDycO3fO8Jj37SWyXtZwNzR27yisqZX/48dEZHvU0F3Glj4RkUSsobuMLX2FRURENPuYiEgONt3St4bhaP369YOfn5/hMRGRnGw69FvT1LfWWujLjS18IrIUmw59a+hfA9jCJyLLYZ8+EZGGMPSJiDSEoU9EpCEMfSIiDWHoExFpCEOfiEhDGPpERBrC0Cci0hCGPhGRhjD0iYg0xOg0DEVFRUYXfuaZZyQthoiI5GU09CdPntzia4IgICsrS/KCiIhIPkZD//PPP7dUHZrWdFN0TrxGRHIzGvrz5883urCxG3k3NjYiISEB165dg52dHZYuXQpRFDFv3jwIgoBevXohMTEROh1PK/DG6ERkKUZDf/DgwW1e8bFjxwAAO3bsQE5OjiH0Y2Nj4e/vj0WLFiErKwtBQUFt3oYt4I3RiciSjIb+8OHD0blz51ZP6DYnMDAQI0aMAPDwhLCnpyeOHz9u+CIJCAhAdnZ2q6Gfm5v71Ns2VW1trezbaM2WLVsMjzds2IBp06YpVou51LA/bYka9qcaapCKGj6LGmowGvoJCQnYsGEDJk+eDEEQIIqi4TVTTuTa29tj7ty5OHr0KFavXo1jx45BEAQAgIuLCyorK1stcODAgaZ8jjZxcnKSfRut2bVrl+Gxm5uborWYSw3705aoYX+qoQapqOGzWKoGY18qRkN/w4YNAMw7obt8+XLMmjUL48ePN3zLAcD9+/fh7u7e5vXaioiICMTHxxseExHJyaTbJVZWVmLNmjU4ffo07O3t8corr+CPf/wj2rdv3+Iye/fuxe3btw3vEwQBfn5+yMnJgb+/P06cOIEhQ4ZI9kGsFW+MTkSWZFLoL1iwAN27dzecjN29ezcWLlyIv/3tby0uM2rUKMyfPx9vvPEGGhoaEB8fj549e2LhwoX48MMP4ePjg+DgYMk+iDVjC5+ILMWk0C8oKMDq1asNzxcsWIDQ0FCjyzg7O2PVqlU/+XlGRsZTlmj72MInIksxaZC8t7c3/vOf/xieX7hwAc8//7xcNRERkUyMtvRHjhwJQRBQW1uLw4cPw8fHB3Z2drhy5Qqee+45S9VIREQSMRr66enpra4gPz8fffv2lawgIiKSj9HQf/bZZ1tdQUJCAj755BPJCiIiIvmYPfHN4xdsERGRupkd+k1X2BIRkfqZNGSTzJOWlobs7OwWX6+qqgIAuLq6tvieYcOGISoqSvLaiEhbOK+xCtTU1KCmpkbpMohIA8xu6bNPv3VRUVFGW+nR0dEAgM2bN1uqJCKrMmfOHNy5c8esdZSWlgJ4dLy1RadOnfDBBx+YVYfSjIb+mTNnjC788ssvIzU1VdKCiIh+7M6dOyguLoHg0PJ8X60R/9exUVJW1bbl66vbvG01MRr6j0+98GOCIGDbtm3w8vKSvChShrmtKSlaUoBttKZIeoJDe7j6jlFs+1WX9yu2bSmZfXEW2Q5zW1PmtqQA22lNEamVSX36X3/9NTZs2IAHDx5AFEXo9XoUFRXxxuk2iK0p28K/3ujHTAr9+Ph4REdH45NPPkFkZCSOHDmCPn36yF0bEZnpzp07KC4phq5928Zs6HUPB2qUVt1tcw366oY2L0vSM+l/gqOjI15//XV8//33cHd3xwcffNDq1MpEpA669vboOLqHYtsvO3RDsW3TT5kU+k5OTigvL4e3tze++eYbDB06FI2NjXLXRkSkKmVlZWZ1dalh2KhJoT916lTExcUhNTUV4eHhOHDggOEWf0REWtHY2Khod5kUXWUmVf7KK69g9OjREAQBu3fvxvXr1+Hm5mb2xomIrI2S3WVSdJUZDf1bt25BFEXExMRg06ZNhqtv3dzc8Oabb+LQoUNmF0Bki9RyBWlZWRngYFYZZGNavTgrJycHxcXFeOONNx4tZG+PESNGyF0bkdVSyxWkOp0AOHCKLXrEaOgvXboUALBx40bExMRYpCAiW6GKax4aOZEfPcmkPv3JkycjJSUFJ0+eRGNjI4YMGYKZM2fC2dlZ7vqIiEhCJv3dt3jxYlRXVyM5ORnLly9HfX09EhMT5a6NiIgkZlJLPz8/H/v3P7o8ftGiRQgJCZGtKKKWtHZDGoA3pSEyxqSWviiKqKioMDyvqKiAnZ2dbEURmYM3pSFqmUkt/WnTpmHcuHEYOXIkRFHEsWPHVHFil5NJaU9rN6QBeFMaImNMCv1jx45hzZo1OH36NERRRGpqKpKTkzFu3Di56zOKUwETET0do6E/Y8YMfPvttyguLsb58+cNF2d99NFH6Natm0UKbI0qhsUREVkJo6G/bNkylJeXY8mSJUhISHi0kL09OnXqJHtxREQkLaOh7+rqCldXV6xbt85S9RARkYx4fTYRkYYw9ImINKRtk0ITEVlQVVUVxPpqRQdOiPXVECFCZ+VtZVlCv76+HvHx8fj+++9RV1eHt956C76+vpg3bx4EQUCvXr2QmJgInc66dx4RkbWRJfT379+PDh06ICUlBWVlZfj973+P3r17IzY2Fv7+/li0aBGysrIQFBQkx+aJyMa4urqiuh6KD88WbGDWUlma2qNHj8bMmTMNz+3s7JCfn4/BgwcDAAICAvDVV1/JsWkiIjJClpa+i4sLgIf9cO+99x5iY2OxfPlyCIJgeL2ystKkdeXm5rb4Wm1trfnFSqC2ttZonaYsDxj/rJbA/SkdtexLURQhKF0EpPudKk0N+9PcfSnbidxbt27hnXfeQUREBEJDQ5GSkmJ47f79+3B3dzdpPQMHDmzxNScnJ+BBvdm1msvJyclonaYsDxj/rJbA/SkdtezLpoaW0iT5nXJ/AjBtXxr7UpCle6e0tBRRUVGYPXu2YX6ePn36ICcnBwBw4sQJDBo0SI5NExGREbKE/vr161FRUYG1a9ciMjISkZGRiI2NRWpqKiZMmID6+noEBwfLsWkiIjJClu6dhISEJ+bqaZKRkSHH5hRXVlZm1vTMUkzxzOmdicgUvDhLAo2NjSguKYaufdt2p173cPbS0qq7bVu+uqFNyxGR9jD0JaJrb4+Oo3sosu2yQzcU2S61TE1XkKJar+j/EX11A6rQ9ntWkLR4SSwRkYawpU8kA1VdQdpOp9hfocDDv0SN3aSeLIstfSIiDWFLnwzU0g9dxe5fUim9Xq/oORIpzo9YdeirJaRsYbpVItIGqw59kpZa+qHZ/0tqpdPpFD1HIsX5EasOfbWElC1Mt0pE2mDVoU+2R2yoQWlpDa9wJpIJQ5/URRShh9jmq5MBXuFMZAxDn1RHyaubAV7hTLaNQ06IiDSELX1SGRH66gbOFUMkE4Y+EVkFc6/JERvrAACCnWObty/oBLMaJfq6RgCAztGubctXNwBmjmhm6JPKCNC1t1O8T5/XCqhLp06dzF5H06guz45t/d26orKyEm5ububX4OrR1hLM3hcMfSJSPSmGzzYN4d28ebPZ67LmGngil4hIQ9jSJ7JxSvZBN23f3H5okg5Dn0gmajjxaO9gD8+Onm2uwew+aECSfmiSjtWHvjkHlrkHVdP2lb4lHYcYqo9aTjyaO52EGvqgSVpWHfrmHljmH1QA4IrS0lLoRb1ZtZBtsZUTj2R7rDr0zT2wpDqooqOjUVp116qnWyUibeDoHSIiDWHoExFpCEOfiEhDrLpPX02sfT6OJkqPhgJEM5YlotYw9CUg2SgiBefjANQxGqq0lLeeJJITQ18CahlFZC41fI6mkVBEJA/26RMRaQhb+qQ65t5ERU3nSIjUhqFPqiLp9AUKnyMhUiOGPqkKpy8gkhf79ImINETW0P/mm28QGRkJACgoKMCkSZMQERGBxMRE6PWcoIyIyNJkC/1NmzYhISEBtbW1AIClS5ciNjYW27dvhyiKyMrKkmvTRETUAtn69Hv06IHU1FTMmTMHAJCfn4/BgwcDAAICApCdnY2goKBW15ObmytXiYYvJDm3YU11mEstn0MtdZhLDZ9DDTVIRQ2fRQ01yBb6wcHBKCwsNDwXRRGCIAAAXFxcUFlZadJ6Bg4cKEt9AODk5CT7NqypDnOp5XOopQ5zqeFzqKEGqVjis6SlpSE7O7vF15tyb+3atS2+Z9iwYYiKijKrDmNfKhYbvaPTPepJun//Ptzd3S21aSIiVWjXrp3SJVgu9Pv06YOcnBz4+/vjxIkTGDJkiKU2TURkEVFRUWa30uVmsSGbc+fORWpqKiZMmID6+noEBwdbatNERPQ/srb0u3fvjp07dwIAvL29kZGRIefmSGat9Vc2XQnbdHFUc6TorySituMVuRaglbBUQ38lERnH0FcBawlLa+ivJCLjGPoWwLAkIrVg6BMpRCvdfqQuNh36UhxUAA8sUoa1dPuRdbHp0G8NDypSErv9pNNaAw/gX05NbDr0eVARURM28h6y6dAnIm1gA890vIkKEZGGMPSJiDSEoU9EpCHs0yerwlEaROZh6JPN4SgNopYx9MmqcJQGkXnYp09EpCEMfSIiDWHoExFpCEOfiEhDGPpERBrC0Cci0hCGPhGRhjD0iYg0hBdnEWkY7y6nPQx9ImoRp7SwPQx9Ig3jtBbawz59IiINYegTEWkIQ5+ISEMY+kREGsLQJyLSEIY+EZGGMPSJiDSEoU9EpCGqvzgrNzdX6RKIiGyGIIqiqHQRRERkGezeISLSEIY+EZGGMPSJiDSEoU9EpCEMfSIiDWHoExFpiOrH6Stp2bJlyM/PR0lJCWpqauDl5YVLly5h6NChWLlypdLl2YTCwkKMGTMGffv2NfzM398fM2bMMDyPi4vD8uXL4ejoqESJVmHjxo346quvoNPpIAgC4uLi4Ofn1+x7//nPfyIsLAwODg4WrtI6PM2+tEoitWr37t1iSkqKKIqieOrUKTE2NlbhimzHzZs3xfDwcKXLsGqXLl0SJ0yYIOr1elEURfH8+fNiaGhoi+9/9dVXxZqaGkuVZ1Wedl9aI3bvtEFBQQH+8Ic/ICwsDKmpqQCAyMhIXLlyBQDwj3/8A6mpqSgsLERoaCgiIyOxadMmJUu2Kjk5OQgPD0dERAT27t2LkSNHora2VumyVMvDwwNFRUXYtWsXbt++jRdffBG7du3C6dOnMWXKFEyZMgXjx4/HtWvXkJmZiZKSEsTFxSldtiq1tC9bOr4nTJiAmTNnIiwsDImJiQpXbxp277RBbW0t1q5di8bGRowYMQLvvvtui+8tKSnB7t272TVhxOXLlxEZGWl4Hh4ejtraWmRmZgIAVq9erVRpVsHDwwPr1q1DRkYG1qxZg3bt2iEuLg6lpaVISUlB165dsX79ehw6dAhvvfUW1q1bx+7JFrS0L1ty/fp1bN68Ge3bt0dgYCBKSkrQuXNnC1b89Bj6bdCrVy9DiNvb/3QXio/NbNG9e3cGfit8fX2Rnp5ueJ6TkwNvb28FK7IuBQUFcHV1xdKlSwEAeXl5iImJwZw5c7BkyRI4Ozvj9u3beOmllxSuVP1a2peenp6G9zx+fPfo0QOurq4AgM6dO1vFX6Ts3mkDQRB+8jNHR0eUlJQAAM6fP2/4uU7HXdwW3G+m++6775CUlGQIHG9vb7i5uSE5ORnJyclYtmwZunTpYggrQRCg1+uVLFm1WtqXHTp0aPb4bi4L1I4tfYlMmTIFf/nLX9CtWzd06dJF6XJIQ0aNGoUrV64gPDwczs7OEEURc+bMwZkzZzB+/Hi4u7vD09MTxcXFAIBBgwYhJiYG27Zts8rQklNL+9LBwcFmjm/OsklEpCH8G5qISEMY+kREGsLQJyLSEIY+EZGGMPSJiDSEoU9kgnnz5mHPnj1Kl0FkNoY+EZGGcJw+UTNEUcSyZctw/PhxdOnSBY2NjRg3bhwKCgpw8uRJ3Lt3D126dMHKlStx7NgxnDp1CitWrAAApKamwsnJCTExMQp/CqKfYkufqBmHDx/G+fPncfDgQaxatQo3btxAY2Mjrl69ih07duDw4cPo1q0b9u/fj5CQEJw8eRJVVVUAgIMHD2Ls2LEKfwKi5nEaBqJmnD59GqNGjYKDgwM8PDwQEBAAOzs7zJ07F5mZmbh27Rq+/vpr9OjRAy4uLvj1r3+No0ePwsvLC15eXujatavSH4GoWWzpEzVDEIQnZlO0t7dHeXk5oqOjodfrERwcjMDAQMN7Xn/9dRw8eBAHDhxAWFiYUmUTtYqhT9SMoUOH4tNPP0VdXR3u3buHf//73xAEAYMHD8akSZPw/PPP4/jx42hsbATwcBKzH374ATk5OQgMDFS4eqKWsXuHqBmBgYHIy8vD7373O3h6eqJnz56oqanBhQsXEBoaCgDw8/NDYWGhYZmgoCCUl5fz/gmkahy9Q2QmURRRX1+PadOmIT4+/ombvBOpDbt3iMxUUlKCYcOGYcCAAQx8Uj229ImINIQtfSIiDWHoExFpCEOfiEhDGPpERBrC0Cci0pD/B/kX8xuR3mkLAAAAAElFTkSuQmCC\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.boxplot(x\u003d\"day\", y\u003d\"total_bill\", hue\u003d\"sex\", data\u003dtips)\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 小提琴图\n* 数据分布面积化展示",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec2924748\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 26
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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I8OEKqSIi6qfqVNtnq4t+9Kh9Ykzi6V9t1fvXO8FGx86dOwHIzRrY4euCIJJjK6ampiaj8vU1DzwvXbo08vi1117Termk4XA4QDzl45PCoq/nQsdGZJrTKd6p+qM+7Sl6VEHXPf2eoSgK27dvR5IMZFmLOv29vOxB2FuOsn37dr71rW8l0cL40Yuz4qTV4UAQjSc9p3ba1L9UsdFZTF/1/PWUzehRzz1zBzFosx7Tj5rKykpqamrIzRqI2MFnqZKfPRiALVu2JMu0HqOLfhwEAgGcDgdCu1aroA9SiZfOPH31Z93Tjx713LOcuj/CCU9fPz+7Z9OmTQAU5Azp8vdMxiys5jy++OKLjGlmp4t+HKidH4V2DZjgxMhEdSCITnR06snrG7kxo56bHXr6bc/pnUu7Z9OmTQgI5LV58l2Rn3MGfr8/bWuKTkUX/ThQ26kKbe1VVcS2ftuZ2G41lURSMk89G/WN3JhRBd3SgehbRF30o6G2tpaysjJysgZE+uZ3RWHuGQCsX79ea9MSgi76cVBfXw+cEHkVQbae9LpOdERi+qeEJPQ8/dhRh3p0Fd7JxMEfyWTDhg0AFLSJeXdYzfmYjdls2bIlIzL3dNGPg9raWgCEtp7aKoJsBkE80aJBJypOFLqdIlRtP+v9jKJHLYK0dpCyKQkCFkHUw4/dsGbNGgQECnOHRvX7giBQmDcMr9fL1q1bNbau5+iiHweqqIvGk1sDhHvA23TRj5HIbIJOeu/oMwqip7GxEVkQMJ5W9BDGJgo01Nfrm+OdUF1dzYEDB6IO7agU5g4DYO3atRpZljh00Y+D48ePAyCe4ukDCIYsWltb9Ra2MRBprSyfEt6R9cEfsVJXV0eWIHbaUM0mSni8Xv387ARVtIvyhsX0Pqs5D4sply1btqT9+aqLfhwcP34cQTJF8vLbo3r/6oVBp3tUATqtn74h3NZCL3aLDrfbTWtrK9kdhHZU1Nf0u9GOWbt2LYIgUpATXTxfRQ3x+P1+Pv/8c42sSwy66MdIIBCgpqYGwdhx10exbcKOLvrRo+aNiybppOdFk942IBbUcy5Hkjr9nZy2TrD6+Xk6VVVVlJeXk5s1EPmUGpxoKMqQEI8u+jFSW1tLMBiMiPupqJ5+Jo5RSxVNTU0IknDauESh7SKgbzxGx7FjxwDIFTsX/by2C4J+fp6OmnKpxudjxWLOxWLOY8eOHWkd4tFFP0bUL4to6NrT179U0VNXV4dgOb0NlNT2nJ4CGx0VFeGpTgVdePr5bReETBzzpzUbN25sC+2UxH2Mwgwo1NJFP0Yiot/BUAVoS+MUBF30o8TtdtPS0oJkPV30BbMEoqDHn6NEHe1XIHXeRzFbFDEIAuVffZUkqzKD+vr6cNaOrTiu0I6KmtuvtnFIR3TRj5ETmTsde/qCICIYsnTRj5LI55l1+jhEQRCQbDLHjh3TUwyj4MCBA9hEEVsXG7mCINBPkqk8diytQxDJRm2Ylt8DLx/ChVomg41t27albSW5LvoxEhGpTjZyIXxB0NM2o0MNM0jZHc/AlbINuFyukyav6ZxOXV0djY2N9O/Cy1fpL8koisKBAweSYFlmoIZj8rN7JvqCIJCXMxin08m+ffsSYVrC0UU/RrpK11RRLwiZNFghVaghCTmn489Tanu+vLw8WSZlJKWlpQAMlLsfID+wbX6zOhmqrxMIBNi1axdmYzZmU8cJGrGQlxVu0rZjx44eH0sLdNGPgWAwGE7X7CS0o6Ln6keP6m1KeR3HUeX88PMHDx5Mmk2ZyK5duwAYFJXoGxDavaevU1ZWhtvtJjd7UEKOl5NVjIAQmbyVbnR5L9hdXHrQoMR8SJlCfX09wWAQ2daN6Bt0Tz8agsEgZWVlSNkGREPH/ocq+vv370+maRmFoihs37YNsyBS1EXmjopJFOknyezbtw+Hw0FWVtfnc29HvePJtQ1IyPFkyYjNWsjBgwdxu91YLJbu35REuhT92bNnd/qaIAisWLEi4QalM6qId9R+oT2CHt6JivLycjweD6YBnd9Si2YZ0Sazd+9egsEgUhSi1tcoLy+nobGRkUZTp+0XTmWowUitx8WOHTu48sorNbYwvVFDYzlZHQ9Aj4ccWzEOVz379+9n3LhxCTtuIuhS9FeuXJksOzKCiOh3sYkLJy4Kuuh3jRpeMBR13djKUGTBWdFKeXk5Z511VjJMyyjUVsDDDZ3vM53KMIORLR4XGzdu7NOiHwqF2Lt3H2ZjNgY5cR55trU/UMrevXszS/SffPLJLt+8ePHihBqT7qgx+s5aMKgIoowgW/SYfjd88cUXABj6df1lM/S34K1oZceOHbron4KiKKxfvx5JEDgjBtEvlCRyRCnSA95sjr6jZG/i6NGjuN0u+uWPSOhxs239ANIyg6dL0Z8wYUKy7MgIToR3ut/hF41Z1NfX4/f7MRi631zra3g8Hnbv3o2UY0TsoBq3PYb+4YvC9u3bmTZtWjLMyxjKy8uprKxkhMGIIcrQDoTDs2cZjWz3uNmyZUuf9fbVvaIsa7+EHtcgmzEZs9m/fz+KokQddksGXX7bJk6cSL9+/fRCozaqqqravPjuvSLRkEXQVUd1dTVDhnQ9XLkvsmvXLvx+P+bhud3+rmiSkPNN7N27V994PIXPPvsMgJHG2KtIRxpNbPe4+eyzz/qs6JeVlQGQbS1K+LGzrUXUN5VTVVXF4MHdz9pNFl2K/oIFC3jppZeYPXs2giCcVBXZ3UZuMBhkwYIFlJeXI0kSixcvRlEUnnjiCQRBYOTIkSxatAixi+rBdEJRlLDoG7KiumoL7bpt6qJ/Omr7WePArjfFVQwDrbjtdrZt28ZVV12lpWkZQyAQ4LPPPsMsiAyNIbSjUiDJFEkS27Ztw263k5+fr4GV6c3+/fsRRQmLOfF/e1ab6O/fvz9zRP+ll14C4tvQVT2Qf/7zn2zevDki+nPnzuWSSy5h4cKFrFixguuuuy4Os5NPQ0MDXq8XOTu6HX618VplZaUeJjuFYDDIpk2bwh58QXQeqnGgDfceOxs3btRFv40tW7bQ3NzMWJMZKc7wwblGM2vdTlasWMHUqVMTbGF643K5qKioIMvaH7GDQfI9RQ0ZlZWVcfXVVyf8+PES1V/a2trKs88+y6233sr06dP53e9+F5l21BnXXnstTz/9NBAOixQVFVFaWhoRwEmTJkWyDjKByspK4PRGa56anXhqTi/CUH9PfZ/OCfbu3UtzczOGgdaoY51SjgExy8DWrVszYvh0Mvj4448BONcU/ybsSKMJSRD45OOPCYVCiTItIzhw4ACKomgS2gGwmfMRBYk9e/Zocvx46b5RBzB//nxKSkoi3vq7777Lz372M1544YWuDy7LPP744yxfvpw//OEPfPbZZ5Evuc1mo7W1tdu106VFqdo1TzSdHIMOtLa1qC0+OS1LNGaDILJnz560+RvShX//+98AGAdHF9qBcDjRNMiGu6yJt99+m9GjR2tlXkbQ2NjI9u3bGSDJFEbRb6czTKLIWQYj+2tqePvtt/tUdtSqVasANb0y8YiihM1SyOHDh1m/fn3aZEhFdbZUVFTwhz/8IfLz/Pnzuemmm6Ja4LnnnuORRx5h+vTpkQHYEB6Bl5PTcXvi9lx00UVRraM16oAF0di9zRDutikas2loaODCCy/MmL0LrQkGg/zud79DNErdpmqeirEkLPpVVVXcfvvtGlmYGbz66qsAjOmBl68yxmRmv8/LgQMHmDFjRo+Plym89957wIn0Si3IySqm1VWLyWRKqpZ15WhGpUTDhw9n+/btkZ/37dvHsGHDunzP+++/H9kTsFgsCILAeeedx+bNmwFYs2YN48ePj2b5tKC8vBwEsdM++h0hmvLweDx6kVY7vvzyS5qamjAMsiKIp4d2nLsbcO5u6PC9Uq4RMcvA559/3m14sTfj8XhYvnw5FlHkzDiydk6lWDbQX5L5/PPP+8zsAq/Xy969e7Ga8zFEkY0XL2prB7UmJR3oUvSvvvpqrrnmGrZu3cqsWbO44YYbuPnmm/nud7/LoUOHujzwN77xDfbs2cOsWbOYM2cO8+bNY+HChSxZsoQZM2bg9/uZMmVKQv8YrfD7/VRUVCCachFi2PCR2jICvtIHVkRQ54eahnScduk75sR3rONB6IIgYCqx4fP50n74tJasXr0ah8PB6LZ4fCI4z2RGUZRI6K23s3v3bvx+P3kJarLWGdm2/oiidJLTnGq6DO8sXbq02wOUlpYyZsyY0563Wq38/ve/P+351157LQbz0oOKiopwkZWtIKb3iebw75eVlTFx4kQtTMso/H4/69avQzRLyN20XugMY0kW7n1NrF69uk9m8SiKwr/+9S9EEhPaUTnLaGKTx8Unn3zCzJkz065JWKLZunUrAHnZ2qZSiqJEjm0AR44coaamhuLiYk3Xi8qmrl4cPHhwl/9BOJe/t6NW7UmWwpjeJ1nyASEtS7FTwY4dO3A6nBhLoqt16Ag5x4iUa2T79u20tLQk2ML0Z8eOHRw5coQzjSZsXQxAjxVJEBhjNONyuXp9I8VQKMTGjRuRJRPZNm02cdtTkBOu09m4caPma0VDj3cX+8IYOzXlSrLEltoliAZEcx4HDx7E5/NpYVpGoWZLmEqiz9rpCNOQLILBYGRzvS/x/vvvA3CBKfGe+Oi2fP8P3n8/bUf9JYK9e/fS2NhIfk6JJvn5p1KQOwQQIqHNVNPjvzidekpogaIo7N69G0E2R6psY0Gy9sPv9/f5fvAul4vNmzcjZhmQ8nu2+WgsCe8HrF69OhGmZQzl5eXs2LGDQbKBfnL8aZqdYRVFzjYYqa6pSevB3j1FdT6K8oYnZT2DbCE3awBlZWVp0dJGzyPshoqKCux2O5K1OK4LnGwNx/DSdXRasti0aRM+nw9Tia3HjoJklZGLzJSWllJbW5sgC9MfNcVQCy9f5QKzJbJWb7yL93g8rFmzBqPBSm5WYoamREO//DMB+PTTT5O2Zmfoot8NW7ZsAUCO8wSRbP1BECPH6auoXnlnWTuxoh5nzZo1CTleulNbW8uaNWsokCSGati1NV+SGW4wUlZW1itn6G7YsAGXy0W//DNjysTrKQW5ZyBJRj799FMCgUDS1u0IPabfDeHbXAE5K77ULkE0IFmLOXz4cJ/tr2+329m5cydSvgkpO/bGYB1hHGwDUYjcqvd23nvvPUKhEONMFs1Dqhe2eftvv/22puukAjUltX9BfJXH8eqdJMr0yxuB3W5Peeisy8Bgd97pxRdfzJIlSxJqUDpx/Pjx8AxXWzGCFH8c2pAzhKDzOGvXrmX69OkJtDAzWLt2LaFQCGuCvHwgXNFbbKGiooLDhw93WyyYydjtdpZ98gk5osRZCSjG6o5i2cBg2cCOHTsoKyvj7LPP1nzNZLB//37KysrIzy7BHOP+nMtjx+d3oaCwY9/7nDPsKqwxduYcUHgO1Q37+PDDD1Oawt2l6LdvvXAqgiDw97//vVe3DVZT1ww5w3p0HDm7BKF6GytWrGDatGm9fvP7VFavXg1Cz7N2TsV0Rhb+4y5WrVrFnXfemdBjpxPvvfce/kCAy6y2hBVjdcdFZgvHHH7++c9/snDhwqSsqTUffPABAAOLzo35vfsPr0Yh7OV7fC3sr1jNhefcEtMxLOZc8rIHsWfPHg4cOMDIkSNjtiMR9Lg4q7cSCARYvnw5gmhAzunZhU2QjEg5Q6iqOsyuXbu44IILEmRl+lNZWUlZWRmGYguiObEZJ8YBVgSDyKpVq7jjjjt6ZX8ju93ORx99RJYoMsoYXzFWPCGJQbKBgbLMli1beoW3X1NTw/r167Ga88mJcX/O53fj8Z1cE+LxtuDzuzEaYttUH1g0mqbWKt5//30effTRmN6bKKL6luzcuZP77ruP733ve9xxxx3Mnj07rfpDa8HatWtpbGxEzh2OIPZcrIz54RiimmfdV4jk5icwtKMiSCLGwTYaGhrYvXt3wo+fDrz99tv4fD6+ZrbE7OU3BAM4QiEcisIbzXYagtFvIAqCwMVmKwCvv/56TOumIx988AGhUIhB/cbEfKcdUjquWejs+a7IzRqI1ZzP2rVrU9aTKyrRnzdvHtdeey3BYJBZs2aofFlcAAAgAElEQVRRXFzMtddeq7VtKSMYDLZtYgkYCxLj4UiWIiRLEVu3buXgwYMJOWa6EwqFWLlyJYIsYhyU2NCOiumM8MUknkE/6U5NTQ0fffQROaIUl5f/iaMV1cdvDgVZ5ui+lXl7BhuMDJYNbN++PaMzeZqbm1m2bBkmg43CvGEptUUQBAb1G4OiKClzAKMSfaPRyHe/+10mTJhATk4Ov/rVr1i3bp3WtqWM1atXc/ToUQy5wxGNifNQjf3OA/pO2Gz37t3U1dVhHGxFkLUJvciFZkSrzPr163G5XJqskSpef/11gsEgF8fh5btCIZpDJ3uiTaEgrhgHpVxiCXv7f/3rXzM2U+/f//43Xq+Xgf1GJ6UCtzuK8oZhMmaxbNkympqakr5+VJ+AyWSiqamJ4cOH88UXXyBJUq8t03a5XPz1r39FECSM/U5vJNcTJGsxkrWY7du394m8fbUQxTQ0+nbUsSIIAqah2Xi93l7liBw6dIhVq1ZRJMlxDT0PdCLQnT3fGcWygREGI/v378+oSXcqbrebDz/8EFkyxZ2mmWgEQWRQ0Wj8fj8ffvhh0tePSvTvvPNOHn74Yb7+9a/zwQcfcMMNN3DeeedpbVtKeOONN7Db7RgKRyEaEhuSEAQBU/GFgMBLL73Uq8f+ORwO1q9fj5RlQC7UNs3QNDScfrds2TJN10kWiqLwyiuvoCgKl1miHympFZdabIjAf//3f+P3+1NqS6wsW7YMh8PBgMJzkETtitpipV/BWRhkM//7v/+b9DvUqET/8ssv59VXXyUrK4t3332X559/nrlz52ptW9LZu3dvuG2tMRtjYexpXdEgmfMwFp5DTU0Nf//73zVZIx1YuXIlfr8f07BszUVLssoYii3s378/POwmw9m4cSO7d+9mqMFAiSExxWw9IVeSOM9kpqamJpL2mAkEAgHef/99RFFmQNGoVJtzEpIoM6BwFC6XK+nOSpeif/z4caqqqpg1axbV1dVUVVXR1NREdnY2d999d7JsTApOp5MXXngBRVEwDZyQkIydzjAWnYdozObDDz/slfNzFUXho48+QhCFiBeuNebh4RDSRx99lJT1tMLr9fLqq68iApdZtNn8jofxZitmQeTNN9+koaHjyWbpxtq1a6mvr6d//lmaTseKl+LCc5BEmffffz+prRm6FP0//OEPzJ49m8OHDzNr1ixmz57N7NmzmTNnDpMmTUqWjZqjKAq///3vqa2txVg4Gtmq3cxMAEGUMQ++HASR3/zmN9TV1Wm6XrLZsWMHx44dwzDYhmhKXM/3rjAMtCJaZVZ+9hkOhyMpa2rBe++9R01NDWNNFvJ7MPA80ZhEkUssVjweD3/9619TbU63KIrC//zP/wACA/tpc9feUwyyiX75Z9HQ0JDUHlJdiv7ixYtZuXIlDz74ICtXroz8t2zZMubNm5csGzXn7bffZuPGjUjWfpEMG62RzPmY+l9IS0sLzzzzzElD4zMdNQRgOSs3rvfHkyUiCALmETn4vF4++eSTuNZNNTU1NbzzzjtYRZHxaTi5apTRRJEksWrVKkpLS1NtTpfs2rWL8vJyCnPPiLnlQjIZ2G80IPDBBx8kLTsqqpj+7Nmzef7557n11lv59re/zeLFi3tNetz69etZunQposGKefAVSe28Z8g/Czl3OAcPHuR3v/sdoRjT6dKR8vJytm/fjlxoRo6xb36g2UfIHUBxB7EvO0qgObbBM6Zh2QiyyAcffJBxG44AL7/8Mj6fj8vMVoxpkFp4KqIgcKU1nML8pz/9Ka0z+NQc+IEJzsBLNGZjFoW5Z/DVV18lrRYiqjPr6aefxu1288wzz/Dcc8/h9/tZtGiR1rZpzt69e/n1r38dDreUXImY5LifIAiYB4xHshSxbt06/va3vyV1fS145513ALCcnRfze1s316BWE4Uc/vDPMSAaJUzDs7Hb7Rk38m/r1q1s2rSJgXJ8KZrJYoBsYJTRREVFRdoOUa+qqmLbtm1kWYvItsY27S4VqL2AkpW+GZXol5aWsnDhQkaNGsWoUaNYuHBh2t/edUdFRQW/+MUv8PsDmAdfjhRjx7xEIYgSlpIrEY3ZvPfeexndpqGyspK1a9ci5RoxDIgtPBHyBAg5TvbOQw4/IU9sG1yWs3IRRIG333475X3Lo8Xv9/PnP/8ZAbjSGv/84GRxqcWGSRB5/bXXsNvtqTbnND766CMURWGgRhl4iSbL2g+bpYBNmzYlZShQVKKvKMpJQ6hbWlqQpORs0GnB8ePH+dnPfobT6cQ8cELcvfIThSCbsJwxGdFg4ZVXXsnYfPPXX38dRVGwjMqPWbiUYMfxzM6e7wzRImMank1tbS3Lly+P6b2p4v333+f48eOcZzJTmEabt51hEUUmmC243O60uzv1eDx8+umnGGQLBblnpNqcqBAEgQGF56AoSlK++1GJ/ve//32mTp3Ks88+y+LFi5k6dSrf+973tLZNE2pra5k/fz52ux1T8dcwJGBOZiI2YESDDfOQyQiyif/6r//KuPmvBw8eZN26dUh5JoyDrCm1xXJOHoIk8o9//CPtC+AaGhp46803sYhipMFZJjDaZKZQklixYgVlZWWpNifChg0bcDqd9M8/E1HMHMe0MG84kmRk2bJlmu+VRCX6n332Gf/v//0/hgwZwpAhQ1iyZEmX8Se/38+jjz7KbbfdxtSpU1mxYgUVFRXMnDmT2267jUWLFqVk07KhoYH58+eH+8H0G9vjZmpBTxOK3w0BN45D/ybo6VkfDcmUi6XkKhBlfvOb37B+/foeHS9ZKIrCq6++CoDtvIKUhydEs4z5rBzsdntb2l76snTpUjxeLxPMVkwZ1BpaFASuaKsjePnll9OmL4/qKfcvSE2v+niRRJmivOHY7XbNa3e6PMseeOABrrnmGlatWsW9997LK6+8wquvvso999yDz9d5ZsW//vUv8vLyeOONN/jLX/7C008/zeLFi5k7dy5vvPEGiqIkfaOtsbGRefPmUV1djbFwNKainu/qu4+tR915VHyteI71XKQlSwGWIVehIPKr559P+Wi1aNi0aRO7d+/GMMCKoX96pBpazs5DNEu88+671NfXp9qcDjl8+DArV66kQJIYlcabt50x2GBkmMHI3r172bx5c6rNoaamhtLSUnJsxZhN6Zum2Rn929qva90xtkvRf/bZZ/nb3/7GxIkT+fvf/87SpUtZunQpb775ZpedIr/5zW/y0EMPRX6WJInS0lImTJgAwKRJk5LavKmpqYn58+dTVVWFsXAUxn5je3zMUMCN4ju5VW3I10oo4O7xsSVLEeYhV6EoAs8++2xaN2fzer28/PLLIArYxhak2pwIgkHEMjofX1uFazqi7oFcarEhpvnmbWdcarEiEL5jSXXKsVrg1C9/hCbHNxqNDBo0CKNRm9YYNksBFlMun3/+OU6nU5M1oJvJWVlZWWRlZfGnP/0ppoPabOHbPofDwYMPPsjcuXN57rnnIrf9NpuN1tboenv39FZH7ZpZW1uLoeAcjP0uSEz4IdRJ3K2z52NEtvbDXDIJ99HV/PKXv2TmzJmcdVZ6dAlsz4oVK6itrcU8MjdhQ88ThWloNt7yVtauXcuwYcM488wzU21ShOrqajZt2kSxJHOGnD6NwGIlX5I522hi/5EjvP7664wePTpltixfvhxBECnIHZrwYxuNRu69916uu+46li9fzosvvpjwNQRBoDBvGJU1X/D2228zdmzPndOO0CxV4Pjx49x///3cdttt3HTTTTz//POR15xOJzk50bXbveiii+K2weVyMW/e/LDg54/E1H9cyuPNsSDb+mMZciWeo2t56623eOqppxgzJn2KTY4ePcqGDRsQLTLWc1OT8toVgiBgG1dE86pjfLriU2655RbNvLRYeeGFFwC4KA26aPaUr5mtlPm8bN++ndmzZ6fk76mrq+P48ePkZg1ClhL//7ioqIjrrrsOgOuuuy5Sj5JoCnPPoLLmC2pqano097krZ1mTnaP6+nruuusuHn30UaZOnQrA6NGjI3G/NWvWMH78eC2WjuD1ennqqac4dOgghtzhmIq/lpFfLtk2APPgK/D5/fziF7/g0KFDqTYJCE/FWrJkCcFgENsFhZoNSekpcr4J84gcjlcd580330y1OUB47u26devIl6SM9vJV8iSJYQYjBw8eTFkmz44dOwDIzxmsyfHr6+sjKcDLly/XbJ/IYsrDaLCxc+dOzbJ4NPmmvvjii7S0tPDHP/6R22+/ndtvv525c+eyZMkSZsyYgd/vZ8qUKVosDYTHHf7617+mtLQUOXsIpoEXZ6Tgq8jZgzAPvBS3282iRT9P2WzN9nzyySfs3bsX4yCbZqMQE4V1TAGiVeadd99Ni9bLn376KcFgkPNMZs3PS63j0CrnmcLV7B9//LGm63SGOiM5N2ugJsf3+Xy8+OKL3HPPPbz44otdJrL0BEEQyM0aiMPh4PDhw5qsoUl4Z8GCBSxYsOC051977TUtljuNV199ta2BWn/Mgy5Naj8drTDkDkUJemmu2c7Pf/5zXnjhBbKyEj9sPBrq6up49b9fRTCI2C4oTIkNsSDIIrZxRbRuqOYPf/gDL7zwQkqLC9euXYsIjDRom7GTjDi0ymDZgE0U2bhxIz/60Y8wGJJ7B1NWVoYsGbGY4mvyFw0+n4+qqirNjq+Sbe1Hnf0gBw4c0GQfKvPV8BQ++eST8CAUUw6WkokIGVSg0R3GgrMxFIzi2LFjPPfccylpeKUoCn/84x/xuD1YxxYgWtK/ghTAOMCKcUgWBw8e5F//+lfK7KitraW8vJwS2aB5Xv6pceiiIu360AiCwJkGI06nM+lD1L1eL1VVVVjNqa8RSQQ2SzgLTitPv1eJ/oEDB3jxxRcRJBOWkkkIGmzopBpT//ORsgaxc+dO3njjjaSvv2bNGrZu3YqhnyVpA1IShe38QkSTxGuvvcbx48dTYoMqiEOSMBErWXFoFXXKV7L7cqnhzkzMze8I9e/Q6hztNaLvcrl49rnnCAQCmAddimhMTehDawRBxDLoUkRDFm+99RY7d+5M2tqtra3hxmCSgO1rRRnnVYkmCev5hfh8Pv74xz+mpIp03759AAxMwgZusuLQKgPk8F2f+jcmi+bmZgCMcnoUBvYUWTIiinLk70o0vUb0//rXv1JbU4Ox8FxkjTZz0gVBMoYnbyHw+9//XtNCjvb87W9/o6WlBcu5+Ui2zMw6MZbYMBRb2LlzZ1KnFamo3ltekvYU1Di01oIPYBJEbKLI8STEvduj9lcSNRxxmmwkUdasb1SvEP2ysjL+7//+D9GUi7EoOZOvUo1kKcBYNJr6+nr++c9/ar5eWVkZy5YtQ8oxYI5zIlY6oObuC6LAK6+8kvRhQHV1dVgEEUOG3SVFS7YgUldfn9Tq3BOb8unR/ycRKIqiWbJBxou+oijhNgCAqfiipG/cJislrsO1C0cjGmx8+OGHmsaoFUXhL3/5C4qiYLsgLJiZjGQzYD47F7vdzrvvvpvUtX0+H3Jmf3xdYhAEFEVJapKBpW20ZCCo/d1MMlAUhWDIH/m7Ek3Gi/6XX37J3r17kbIGIdv6J3VtNSXupZde4t5770268AuihLHf+QSDQd577z3N1tm0aRP79u3DOMiKoV/viJuGG7LJ/M///A8NDQ1JWzfV/WmSRTJFv7i4GACvz5G0NbXE53eiKKHI35VoMl70//d//xcAU2Hye34kMyWuM+ScIYiGLFasWKFJbF9RFP7xj38A4SInrUnWnZMgi1jOzcPv92t6wTyVnJwcPGnShlgL3EoIo9GIyZS8rqH5+flYLBacnvSb4hUP6t9RUlKiyfEzWvRdLhdbtmxBNOUgWpJfJJTslLiOEAQROXcYfr9fkzbMO3bsoLy8HGOJTfOGasm+czINzUa0yHz88cc4HMnxEgsLC/ErCt5e6PErioIjFKKgILn58qIocu655+LxtuDz97zLbappcYRnQ2vVvC6jRb+0tBS/34+cVZKS9MFkp8R1hpwzBECT9M2PPvoICM+e1Zpk3zkJooD5zBx8Pp/mPcxVhg8PT2qrDWbG/N5YaA2F8ChKSrqZXnjhhQDYW44mfe1EoigK9pajmEwmzjnnHE3WyGjRP3DgAABSCifeJzMlrjNEYw6CZEx4syuHw8HWrVuRco3IBeaEHrsjUnHnZBqaDQJJG0+pfpGrAv5ufjPzON72N2klVl1xxRVXAFDX9FXCjy0KHSeHdPZ8T3C4G/D4WpkwYQJmszbfuYxObK2rqwNANPaOSrx4EQQBwWCjrq4ORVESdtezfft2gsEglsHRtcHuKeqd0zvvvEN9fT0+nw+tp8aKJgm5yExZWRmNjY0UFGi7b3HBBRdgNBr5yudjgjnz2yq355A/7PhcfPHFSV+7X79+jBs3jp07d+J027FZEtfq22iwYDbm4PG1RJ4zm3IwGhKf1FBdHy5su+aaaxJ+bJWM9vQjOdZiZhYKJRJBNOD3+xOaNbF3716ApI5ATMWdk7Ht79u/f7/ma5nNZi6++GKaQsFeFeJxhUJU+v0MHTpUsw3I7rjpppsAqKpLfO+fc4ZdhUD4Am025XDO0KsSvobX56Ch+TCDBw+OhKu0IKNFP7LRF+o9X554UZQgoigiy4m7eVPbEMu5va+HUXukvHCmSbLaLl9//fUA7PJk/qajypdeN0EUvvWtb6XMhvHjxzN8+HDqm8pxeZoSemyrOR+jwYpRtnLhObdgNSd+aFBlzS4UJcT06dMRNWzGl9Gir+axhvy9Iz83XhRFQfE56N8/sXUKTU1NiCYJQcro06Rb1E6hdntyUv7OP/98hg8fziG/D7tG3r7cSdios+d7gicU4kuvl6ysLK6++uqEHz9aRFFk9uzZAFQc36pJbyWtwnFOdyO19kOUlJRw1VWJv4toT0Z/m0eMCA9ADrqSnyqZTii+VpSgN+FZE16vF6TeE3PuDKHtb/R6vclZTxCYNWsWCrDRrU0bCKsokntKdXqeKGHVwIPc7nHhVUJMmzZNs83HaLn44osZN24cTa1VGZPJoygK5VWfAwp333235rMeMlr0x40bhyzLBFqPpqRjYrrgbw2f3IneQLNYLCiB3v+5KsHw35hMwZowYQLnnXceFX4fhzXav5iSlR35gueJEt/ISnzCQ0MwwG6vh/79+3PjjTcm/PixIggCP/zhD5EkifKqzzOiNUNt4wFanbVcdtllfO1rX9N8vYwWfavVyiWXXELI20zQVZNqc1KCEgritx/EbDZzySWXJPTYRUVFKL4gIX/vKyRqT8gRTjXs169f0tYUBIF7770XSZJY43bgVRL/GRdKMjZRJEsQmJmbT6GU2GS9kKKwyukgBClpQ9IZQ4YMYcaMGfj8LiqOdz4gPB3w+hxUVG/DarVyzz33JGXNjBZ9gO9+97sAeGt3Jdfb76yxW5IbvvntB1ACbr75zW8mfHzisGHDAAjYtWnxmi4E7OGwjlo4lSyGDh3KjBkzcIZCrHU5NTt/tYpDb/O4qQ0GmDx5ckrSNLti6tSpDB8+nNrGA9hbKlNtTocoisLBoxsIBv384Ac/oLAwOV0FMl70R44cyaRJkwh5GvE3HUzauqJsQTilPkA0ZiMmcZBDyO/EV/8lWVlZTJ06NeHHHzduHAD+49q3HxY62Tvo7PlE4jvuQpZlzcreu2LatGmcc845HPB52edLzp5CIjjm97HN46JfUVHSPNRYMBgM/PSnP0WWZQ5VbkjL9gxVdaW0OKu55JJLuPbaa5O2bsaLPsBdd92F1WbDV7OTYIJTtbrCMvgKaMvdFY3ZmAdfkbS1FSWE+9hGlFCAOXPmkJub+DYJY8eOJSsrC1+lEyWobYhHNMuIWSfXW4hZBkSztvWDAbuXYIuPr33ta1itWpeCnY4syzz66KPYrFbWup3UBdI//dgRCvKpy4Egijz62GMJv8NMFEOHDuX73/8+/oCHg0fXpdW+X6urnqM1O8nPz+fHP/5xcnsVJW0lDSksLGTuQw+hKEE8x9YRCiQnHCGZ8xAMFpAt2M68Acmcl5R1FUXBW72dkLueK6+8UrPqPYPBwDe/+U1C3iDeI9qnxWZfUqxeQxGzDOGfNcZ9IOwk3HDDDZqv1RnFxcX89JFHCAEfO1twpXEztoCi8LGjFVcoxF133cW5556bapO65KabbuLiiy+m2XGcY7W7U20OAIGAlwNHVgMKP/3pTzVx2LqiV4g+wGWXXcb06dMJ+Ry4K9eiJLFgK9ml9L6GvfibDjJs2DAeeOABTde/8cYbMRqNuPc2oQS0FSM514hokREsEvnfGKJ5UVjA7sVX6WTEiBGaVkBGw8UXX8zs2bNxhEJ87GghkEZeqYqiKKx0tlIXDHDNNddw8803p9qkbhEEgblz51JUVMTRmi9odmg3bCgaFEXhYOV6vD4nM2bM4IILLki6DZqK/hdffMHtt98OQEVFBTNnzuS2225j0aJFmgyTmD17NpMnTybkbsB9dE1ShT9Z+Br246vbRWFhIYsWLdI8JFFYWMh3vvMdQp4Arn3JKV5KxkVUURScX4TrO+6666606IEzbdo0Jk+eTE0wwApna1qFIwA2e1wc8vsYPXo0999/f1p8ZtGQk5PD448/jiSJHDiyFq8/uSMy21NVV4q9pZLzzz+f//iP/0iJDZqJ/l/+8hcWLFgQKXhZvHgxc+fO5Y033kBRFFasWJHwNQVB4KGHHuLyyy8n6KrFfWQ1Sgbk6UaDoih46/fgrd1BfkEBzzzzTNKGtkydOpXi4mI8B5rxN/aOTB7PwWYCjV4mTZqUEm+rIwRB4MEHH2TMmDF85fex0Z2cgffR8KXXzQ6Pm0EDBzJ//nwMhszqdzVq1Cjuuusu/AEPBypWE9IgRbY7mh3VHKneQUFBAY8++qjmRVidoZnon3HGGSxZsiTyc2lpKRMmTABg0qRJbNiwQZN11Y2xiRMnEnTX4apYSSgNd+5jQVEUvLU78dXtoqioiMXPPMOgQYOStr7ZbOahhx5CQMC5pZaQL3mj8LQgYPfiKrWTm5vLD3/4w1SbcxIGg4H58+dTUlLCF14POz2p80pVvvJ5Wetykpuby89/8QtycpLTdTXR3HTTTVx55ZW0uuqSnr/v9Tk5cGQNkiTyxBNPkJeXnP2/jtAsNWLKlClUVp7Ij23f8tdms9Ha2hrVcbZti+9/ztVXX43H42Hr1q24KpZjKZmUtI3WRKKEAniqNhForaSoqIjbb7+d6upqqqurk27LlVdeyZo1a3BsqyP70uKMub1vT8gbpHVzDYQUbr75Zg4eTF6abyxMnTqVV155hY2trVgFkbNNqWlvUOX386nTgcFgYPr06VRVVVFVVZUSWxLBxIkT2bdvH9V1e8m2FlGUp31tRigUpOzIGvwBD9dffz0ulytuXUsESeun375rnNPpjNpbuOiii+Jec/z48bzzzjv8/e9/x13xKeZBlyFnD477eMkm5HfhrlxHyNPI2LFjmTdvXkrT48aNG0dTUxO7du3CvceelJm5iUQJKbRuriHkCjBz5kymT5+eapO65KyzzuLxxx7jM5cDsyhyhiG5Fa8NwQD/52wBUWDBggVJaRGQDIYMGcJPfvITDlVuxGrOx6qxM1hxfCsOVx2TJk3ivvvuS4qz1NVFJWnZO6NHj2bz5s0ArFmzhvHjx2u+piAITJs2jccffxyDLOKuXIu3vjTtNsg6Iuiqx314GSFPI9deey2/+MUvUp4PLUkSjz/+OAMGDMC9vwlPRXR3a+mAoig4t9cRqPdw+eWXp2wTLRaGDh3KzxYuRDIY+MTZSm0Sp221hoL829GCT1GY+/DDvUbwISz6c+fOJRQKUFaximBQu8+13l5OdcN+zjjjjKTn43dG0kT/8ccfZ8mSJcyYMQO/38+UKVOStTQTJ07kV7/6FUVFRfjqduM5th5Fw//RPUFRFHz2g7iOrISQj7vvvpsHH3wwbTbOcnJyWLhwITabDef2enw1qY85R4N7jx3vEQcjR47k4Ycf1rRfeSIZM2YMjz32GEHgI2crTQkcktMZnlCIfztacIZCzJkzh8mTJ2u+ZrK54oor+Pa3v43b28Khyo2aOIIuTxNfHduIxWLhySefTHkHUhVNz/ySkhLeeustINzX5LXXXuPNN99k8eLFSd+5PvPMM/ntb3/L2LFjCbRW4qpYTtDb0v0bk4gSCuA9/jne6q1kZ2Xx1FNPcfPNN6eFd9CeIUOGsHDhQgyyjGNTLf6G9M7ocR9sxr2/iQEDBrBw4cK0+fJFy6WXXsp9992HOxTiI0cLbg2Lt4KKwsfOFuzBILfccgu33HKLZmulmjvvvJNzzz2XhubD1DQmdr50MBSg7MgagqEADz74YMqmiXVEZrg7CSIvL4+nn36aW265hZC3Bffh5fjTpOd2yO/EVbECf3M5Z555Fr/73W/TJpWwI0aPHs0TTzyBoIBjYw2B5vTsG+OtaMW1q4H8/HyefvrplGZN9ITrr7+eadOm0RwKala8pSgKn7kcHA8EmDhxIt///vcTvkY6Icsyjz32GNnZORyu2oLT3ZCwY5cf+xy3p4kbb7yRiRMnJuy4iaBPiT6E49Jz5szhsccew2AQ8Rxbj7f2C5QU5O2qBJzVuMqXEfLYue666/jVr55L+BQsLZgwYQIPPfQQIV+Q1vXVBFvTqybCe8yJY3sdNpuNp556igEDBqTapB4xe/ZsJk2aRHUwwGqXI+EhiW0eNwd8XkaNGsXcuXMzJgTWE4qKivjJTx5GUUKUHVmbkPh+fVM5dfaDnHnmmdx1110JsDKx9P7/q51w5ZVX8ptf/5oBAwbga9gbruANJtdbVRQFX8M+3EdWIxLgRz/6EQ8++GDa9CWPhquvvpp7772XkCdIy7pqgq702CvxVbtwbKnFbDLz1FNPRdpEZzKiKPLQQw9x9tlnU6Nsf+kAABMmSURBVObz8oU3cfUn5T4vW9q6Zs6fPx+TyZSwY6c748eP55ZbbsHjbeHw8S09OpbX5+CrY5swmUxtjmV67MW1p8+KPoSzI377298yfvx4gs5qXIeXE/Q2x3QMOfsM5OwzYl5bzb/31u4kPz+PZ599NjIwO9O44YYbuPPOOwm5A7SurSbkTm37C3+dG8fmGgySzMKFCzn77LNTak8iMRqNzJs3j/z8fDa5XVT5e36RbQ4GWelyYDIaWfCzn2VsCKwn3HHHHW399w/SGGfIt31//HvuuSepBZSx0KdFHyArK4sFCxYwbdq0cLO2ik8JOKIvfDIXj8NcPC6mNUMBD66Kzwi0VHD22Wfz29/+llGjRsVqelrx3e9+lxkzZhB0+mlZd5yQNzVVu/5GD60baxARmT9/PmPHjk2JHVpSWFjIk08+iSCKLHe19qgrZ0BRWOZsxacoPPDjH0fmTvc12vffL6/cRCBw+l1/Qe5QCnKHdnqMmob9KemPHyt9XvQhHOe/4447eOSRR5AEcB9djc9+SJO1gm0byCFPA5MnT2bx4sVJm5ijNbNmzeLmm28m2OqnZX01SpLHLAZafDg21EBQ4dFHH+1RYV+6c+655/K9730PVyjEKlf8zdk+dzupDwaYMmVKr0zNjIWhQ4cyc+ZMfAE3hzto0zBs0HiGDeq4vsjrc3Ckegc2W1baN6PTRb8dV111Fb/85X+SlZ2Ft3pLwgu5gu4G3BWfEvI7ue222/jJT36SUfH77hAEgTlz5nDttdcSbPLSsqk6MnRca4JOP63rqwn5gjz44INccUXyBtqkiltuuYXzzz+fCr+f/XFM3ary+/nC62HQwIH84Ac/0MDCzOPWW29l+PDh1NkP0uKMfu52edUWgiE/P/jBHPLz8zW0sOfoon8Ko0eP5vlf/Yp+/frhq9uNt3ZnQoQ/4KzBfeQzCPn58Y9/zMyZM9PaG4gXURR54IEHuOSSSwjUeXBsrdW8AjrkDWcPhdyByEWnL6Bu7FotFta7nTGFeYKKwmqXA0EQePgnP8m42gWtkGWZH/3oR0A47TKarL6m1mPYW44yevRozQYaJRJd9DugpKSE559/nsElJfgb9+Ot2dEj4Qo4a/BUrkEUFJ588km+8Y1vJNDa9EOSJB577DFGjx6N75gT15eNUb/XONiGcbAt6t9XgiFaN1YTdPi59dZbe3UxUUf079+f2++4A5+isCmGVsxfeNw0hYLccMMNGb+flGhGjRrFNddcg8tjp87+VZe/qyghDh/fhiAI3HvvvRnhyOmi3wmFhYUsfuYZhgwZgt9ehq/+y7iOE3Q34KlciyQKzJs3j8suuyzBlqYnRqORBQsWMLikBM+BZjxfRVf9bBtbiG1sdHsciqLg2FYX6Yv/ve99rycmZyzXX389w4cPZ7/PG9WMXVcoxHavm9zcXGbNmpUECzOP2bNnYzQaOVqzk1Co86SE+qZy3J4mrrnmGoYP175jZyLQRb8L8vPz+c///E+Ki4vx1Zfis8fWhjfkc+A+ugaUII8++mhknkBfITs7m58vWkR2TjbOL+rx1yV2roF7fxO+SmefKibqCEmSIkVAn0fh7W/3uPArCrfddlvKm/ilK0VFRXzrW9/C53dR28n3XlFCVNbuRpIkZs6cmWQL46dvfktioKCggKeffprs7By8NdsIuGqjep8S9Idn9Qa93HfffVx++eUaW5qeDBgwgPnz5iOKEo7Pawm6EpPD76t24d5jp6hfUUZOcko0F1xwAWPHjuVIwN9lN05XKMQen5fi4mKuu+66JFqYedx6660YDAaO15V2GNtvbDmKx9vCtddemxEV9Cq66EfBwIEDefLJJxBFEe+xjYQ6yOE9FU/NNkLeZm688caMLbpKFGPGjOGHd99NyBvE8XkNSqhnG7tBVwDn1jpkg8z8efP7ZDHRqahtxAG+8HTeAO9Lr5ugovCd73ynz18ouyM/P5/Jkyfj8Tmwtx477fXj9fsA+Pa3v51s03qELvpRMnbsWO64/XZCATfe6q5Ltf0tRwg0H2bkyJHMmTMnSRamN9/61reYNGkSgUYv7j3xD1hXQgqOLTWEfEHu+eE9nHXWWQm0MrMZN24cQ4cO5ZDf22EmT1BR2OPzYrPZMiLLJB248cYbAahtPHDS825vC63OGi644AKGDBmSCtPiRhf9GPjOd77DmDFjCLRW4m+t7PB3lKAPb812DAYDjzzyCLKctOFkaY0gCNx///0UFxfjLmuKux2z50AzgQYvV1xxRVJnMmQCgiAwZcoUFOBAB3n7R/1+3KEQX//61/UUzSgZMWIEw4cPp6m1Cn/gxDlb11a8mYnpwbrox4Aoitx///1IkoSvZgeKcvquvq9hD0rAw4wZM9K290aqsFqtPPzwwwiCgHNbHUowtordQIsP9147eXl5aV/1mComTZqEJEmU+U6/qKoXgquvvjrZZmU0kydPRlFC2Nv15GlsPoLRaOTSSy9NoWXxoYt+jAwZMoTrr7+ekN+Jv6n8pNdCfjd++wEKCwv5zne+kyIL05sxY8Zw0003EXT4ce9vivp9iqLg3FmPElK4//77yc7O1tDKzCU3N5exY8dSHwziaJdqGFQUjgR89O/fXw+JxYgq7I0t4bt7t7cFt7eZCy+8MCPvmHTRj4Pp06cjGwz4G/efVLTltx9ACQWZPn16r2qvkGhmzZpFQUEBnrLmqFsx+yqdBOo9XHLJJRnpXSUT9fOp8PsYYTAxwmDieMCPT1G45JJL9DukGBk0aBADBw6kxVmNooRodhwHyNjeTrrox0F+fj5XTZpEyNdK0BnuyKkoIfzNX2GzZem3z91gtVq58847UUIKrtLuN3WVoIKrtBFJkvQeMVFw4YUXAnDM7+dyq43LrTaOtaVxqq/pxMb5559PMOjH6bbT4gj35MnUDq666MeJ2krB31IBQNBZgxLwMHnyVRl5y5dsrrrqKkaMGIHvqINAS9cTt7wVrYRcAW644YaMn36VDAYOHEhhQQFVwUDkTrQq4EcQBMaMGZNi6zKTc845B4D/3979hzZ17mEAf07SNDbNOi2xmavN2s3eq7aot85KmZs/qApjUeisnUILohQEx1YGbghuIqx2yHBbcYriPyqoVEW0sIkDZepqlULBrf6oVaO9Xms6bbt0JmnOee8fWWKcidrW5ZzT83z+SkIk3xyax3Pe877f1/ewG76H3bDb7cjOzla5qqFh6A/RxIkT4XA4IPvuQAgFob/m8b799tsqV6YPJpMJy5cvB4Cnju0LReDh1R5YLBYsWbIkWeXpmiRJ+PfEiXioKPAJBYoQ6JZluFwu2Gw2tcvTpch9kD5fFwJBHyZMmKDbYTKG/hCZTCZMnz4dQg5C8T9AqP9/sNlsbF41CMXFxXjttdcQ7OxPuFI3eKcfyp/hfu9ab1mrJZGQ8oZCeKDICAmB/Px8lavSr+zsbEiShPt9twAALtfgd8vTCob+MBQWFgIABvpuQwz0o6CgAGazWeWq9EOSJLjdbkAIBG7Gb8jm7wi/7na7k1ma7kX2BL4vy7gvy4+9RoOXmpoKp9MZbceg16EdgKE/LJG9Vwd6wgs1IuN+9Pxmz56NtLQ0BDy+J9pXy38EEfrdj2nTpnHNwyBFzkQfyCE8kMNXUXpbOao1Tqcz7mO9SWroK4qCzz//HBUVFaisrITH40nmx79wr7zyCqxWK6CEZ0bo+ZJPLaNGjcKsWbOgPAwh9LdVuoHOcMdIzoYaPIfDgZSUFPQpCvoU/Z+dakHstqYOh0PFSoYnqaH/008/IRgM4sCBA/jkk09QV1eXzI9/4UwmE5YtW4aCggKUlJRg6tSpapekS7NmzQIQnosfK/hfHywWC2bOnKlGWbpmNpvhdDrRq8jok2WYzWZdB5UWxN5T0nOTv6Q2hmlpaYnObpk2bRp+/fXZG5O0tDy5QbGW5ObmRsdKL126pG4xOiXLMqxWK4J3/4RNCEiSBPnPAch9A3g9P5/HdYisVisCQqBHkWHPyEBra6vaJelaX9+j+05Xr17V7f4NSQ19n8/32KYNZrMZoVDoqU3J9LrqjQanqKgITU1NUPpDMNstGOgKb7gyb948/g0M0ZkzZ3D9+nUEhMDrr77K4zhMsizjxIkTcDgcmDFjhtrlPNXTTpaTGvp2ux39/Y8u4RVFYRdKAhDeBKSpqQkD3f5w6P81vj9lyhSVK9Ov2OEITncdvuLiYmzfvh0vv/yy2qUMS1KvT4qKivDzzz8DAFpbW6OzX4gmT54MANGbuaHf/Ui32znjZBhix531HlRakZ2drfstJpN6mj1//nycPXsWH3zwAYQQqK2tTebHk4a5XC5YLBaEegJQgjKU/hD+9Z983a561ILYTqQZGRkqVkJaktTQN5lM2LhxYzI/knTCbDYjNzcX7R3XIPeEe/Hk5eWpXJW+xYY+W1FThD5vP9OI5HK5AEUgeLf/0XMastg+O+np6SpWQlrC0CfNiCweiszc4WKi4YkNejZaowiGPmlGpG2y/Ed4hbOel7prQVpaWtzHZGwMfdKM2BWjFotF16setcBqtUYfc48HimDok2bE9jYZM2YMZ+4MU2zoxz4mY2Pok2aMHj062pp67NixKlejf7H7NHPPZorgcljSjNTUVKxfvx4ej4ctA16A2N4wFotFxUpISxj6pCnTp09n4P8DGPoUweEdIgNgjyuKYOgTjWCR9gucvUMR/O+faAT75ptv4Pf7eSOXohj6RCMYZ0HR33F4h4jIQBj6REQGwtAnIjIQhj4RkYEw9ImIDIShT0RkIAx9IiID0fw8/ZaWFrVLICIaMSQhhFC7CCIiSg4O7xARGQhDn4jIQBj6REQGwtAnIjIQhj4RkYEw9ImIDETz8/TVVFdXh99++w1erxd+vx85OTlob29HSUkJtmzZonZ5I0JnZycWLVqEgoKC6GszZ87EmjVros9ramrw1VdfcSOQp9ixYwd++eUXmEwmSJKEmpoaFBYWxn3vgQMHUFZWxn1zExjMsdQlQc906NAhsXnzZiGEEOfOnRMff/yxyhWNHLdv3xbl5eVql6Fr7e3toqKiQiiKIoQQoq2tTbjd7oTvnzt3rvD7/ckqT1cGeyz1iMM7Q+DxeLBq1SqUlZWhvr4eAFBZWYmOjg4AwL59+1BfX4/Ozk643W5UVlZi586dapasK83NzSgvL8fy5ctx5MgRzJs3D4FAQO2yNCszMxN37tzBwYMH0dXVhUmTJuHgwYM4f/48qqqqUFVVhaVLl+LGjRtoaGiA1+tFTU2N2mVrUqJjmej3XVFRgY8++ghlZWX44osvVK7++XB4ZwgCgQC+//57yLKMOXPm4MMPP0z4Xq/Xi0OHDnFo4imuXbuGysrK6PPy8nIEAgE0NDQAAL777ju1StOFzMxMbNu2DXv37sXWrVsxatQo1NTUoLu7G5s3b4bT6cT27dvx448/YvXq1di2bRuHJxNIdCwTuXnzJnbt2oW0tDSUlpbC6/VqfotKhv4Q5OfnR0M8JeXJQyhiOluMHz+egf8MEyZMwJ49e6LPm5ubkZeXp2JF+uLxeGC327Fp0yYAwMWLF1FdXY21a9fiyy+/hM1mQ1dXF4qKilSuVPsSHUuHwxF9T+zv2+VywW63AwjvR6yHK1IO7wyBJElPvJaamgqv1wsAaGtri75uMvEQDwWP2/O7cuUKNmzYEA2cvLw8vPTSS6itrUVtbS3q6uqQlZUVDStJkqAoipola1aiYzl69Oi4v+94WaB1PNN/QaqqqrBx40aMGzcOWVlZapdDBrJgwQJ0dHSgvLwcNpsNQgisXbsWFy5cwNKlS5GRkQGHw4F79+4BAN58801UV1dj9+7dugytf1KiY2mxWEbM75tdNomIDITX0EREBsLQJyIyEIY+EZGBMPSJiAyEoU9EZCAMfaLn8Nlnn+Hw4cNql0E0bAx9IiID4Tx9ojiEEKirq8OpU6eQlZUFWZaxZMkSeDweNDU1obe3F1lZWdiyZQtOnjyJc+fO4euvvwYA1NfXw2q1orq6WuVvQfQknukTxXH8+HG0tbWhsbER3377LW7dugVZlnH9+nXs378fx48fx7hx43D06FG8++67aGpqgs/nAwA0NjZi8eLFKn8DovjYhoEojvPnz2PBggWwWCzIzMzEO++8A7PZjE8//RQNDQ24ceMGWltb4XK5kJ6ejtmzZ+PEiRPIyclBTk4OnE6n2l+BKC6e6RPFIUnSY90UU1JS0NPTg5UrV0JRFCxcuBClpaXR97z//vtobGzEsWPHUFZWplbZRM/E0CeKo6SkBD/88AOCwSB6e3tx+vRpSJKE4uJiLFu2DLm5uTh16hRkWQYQbmJ29+5dNDc3o7S0VOXqiRLj8A5RHKWlpbh48SLee+89OBwOvPHGG/D7/bh8+TLcbjcAoLCwEJ2dndF/M3/+fPT09HD/BNI0zt4hGiYhBAYGBrBixQqsW7fusU3eibSGwztEw+T1evHWW29h6tSpDHzSPJ7pExEZCM/0iYgMhKFPRGQgDH0iIgNh6BMRGQhDn4jIQP4Pgta2RclVrrgAAAAASUVORK5CYII\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.violinplot(x\u003d\"day\", y\u003d\"total_bill\", data\u003dtips, split\u003dTrue)\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 多图叠加展示数据",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec2a47470\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 31
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.violinplot(x\u003d\"day\", y\u003d\"total_bill\", data\u003dtips, inner\u003dNone)\nsns.swarmplot(x\u003d\"day\", y\u003d\"total_bill\", data\u003dtips, color\u003d\"black\", alpha\u003d.7) # alpha:透明度\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 显示的集中趋势可以用条形图",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec2c55710\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 35
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.barplot(x\u003d\"sepal_length\", y\u003d\"species\", hue\u003d\"species\", data\u003diris)",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 点图描述数据的变化的差异\n* 描述自变量和因变量的变化趋势 类似于折线图",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 40,
      "outputs": [
        {
          "data": {
            "text/plain": "   PassengerId  Survived  Pclass  \\\n0            1         0       3   \n1            2         1       1   \n2            3         1       3   \n3            4         1       1   \n4            5         0       3   \n\n                                                Name     Sex   Age  SibSp  \\\n0                            Braund, Mr. Owen Harris    male  22.0      1   \n1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n2                             Heikkinen, Miss. Laina  female  26.0      0   \n3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n4                           Allen, Mr. William Henry    male  35.0      0   \n\n   Parch            Ticket     Fare Cabin Embarked  \n0      0         A/5 21171   7.2500   NaN        S  \n1      0          PC 17599  71.2833   C85        C  \n2      0  STON/O2. 3101282   7.9250   NaN        S  \n3      0            113803  53.1000  C123        S  \n4      0            373450   8.0500   NaN        S  ",
            "text/html": "\u003cdiv\u003e\n\u003cstyle scoped\u003e\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n\u003c/style\u003e\n\u003ctable border\u003d\"1\" class\u003d\"dataframe\"\u003e\n  \u003cthead\u003e\n    \u003ctr style\u003d\"text-align: right;\"\u003e\n      \u003cth\u003e\u003c/th\u003e\n      \u003cth\u003ePassengerId\u003c/th\u003e\n      \u003cth\u003eSurvived\u003c/th\u003e\n      \u003cth\u003ePclass\u003c/th\u003e\n      \u003cth\u003eName\u003c/th\u003e\n      \u003cth\u003eSex\u003c/th\u003e\n      \u003cth\u003eAge\u003c/th\u003e\n      \u003cth\u003eSibSp\u003c/th\u003e\n      \u003cth\u003eParch\u003c/th\u003e\n      \u003cth\u003eTicket\u003c/th\u003e\n      \u003cth\u003eFare\u003c/th\u003e\n      \u003cth\u003eCabin\u003c/th\u003e\n      \u003cth\u003eEmbarked\u003c/th\u003e\n    \u003c/tr\u003e\n  \u003c/thead\u003e\n  \u003ctbody\u003e\n    \u003ctr\u003e\n      \u003cth\u003e0\u003c/th\u003e\n      \u003ctd\u003e1\u003c/td\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n      \u003ctd\u003e3\u003c/td\u003e\n      \u003ctd\u003eBraund, Mr. Owen Harris\u003c/td\u003e\n      \u003ctd\u003emale\u003c/td\u003e\n      \u003ctd\u003e22.0\u003c/td\u003e\n      \u003ctd\u003e1\u003c/td\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n      \u003ctd\u003eA/5 21171\u003c/td\u003e\n      \u003ctd\u003e7.2500\u003c/td\u003e\n      \u003ctd\u003eNaN\u003c/td\u003e\n      \u003ctd\u003eS\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003e1\u003c/th\u003e\n      \u003ctd\u003e2\u003c/td\u003e\n      \u003ctd\u003e1\u003c/td\u003e\n      \u003ctd\u003e1\u003c/td\u003e\n      \u003ctd\u003eCumings, Mrs. John Bradley (Florence Briggs Th...\u003c/td\u003e\n      \u003ctd\u003efemale\u003c/td\u003e\n      \u003ctd\u003e38.0\u003c/td\u003e\n      \u003ctd\u003e1\u003c/td\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n      \u003ctd\u003ePC 17599\u003c/td\u003e\n      \u003ctd\u003e71.2833\u003c/td\u003e\n      \u003ctd\u003eC85\u003c/td\u003e\n      \u003ctd\u003eC\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003e2\u003c/th\u003e\n      \u003ctd\u003e3\u003c/td\u003e\n      \u003ctd\u003e1\u003c/td\u003e\n      \u003ctd\u003e3\u003c/td\u003e\n      \u003ctd\u003eHeikkinen, Miss. Laina\u003c/td\u003e\n      \u003ctd\u003efemale\u003c/td\u003e\n      \u003ctd\u003e26.0\u003c/td\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n      \u003ctd\u003eSTON/O2. 3101282\u003c/td\u003e\n      \u003ctd\u003e7.9250\u003c/td\u003e\n      \u003ctd\u003eNaN\u003c/td\u003e\n      \u003ctd\u003eS\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003e3\u003c/th\u003e\n      \u003ctd\u003e4\u003c/td\u003e\n      \u003ctd\u003e1\u003c/td\u003e\n      \u003ctd\u003e1\u003c/td\u003e\n      \u003ctd\u003eFutrelle, Mrs. Jacques Heath (Lily May Peel)\u003c/td\u003e\n      \u003ctd\u003efemale\u003c/td\u003e\n      \u003ctd\u003e35.0\u003c/td\u003e\n      \u003ctd\u003e1\u003c/td\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n      \u003ctd\u003e113803\u003c/td\u003e\n      \u003ctd\u003e53.1000\u003c/td\u003e\n      \u003ctd\u003eC123\u003c/td\u003e\n      \u003ctd\u003eS\u003c/td\u003e\n    \u003c/tr\u003e\n    \u003ctr\u003e\n      \u003cth\u003e4\u003c/th\u003e\n      \u003ctd\u003e5\u003c/td\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n      \u003ctd\u003e3\u003c/td\u003e\n      \u003ctd\u003eAllen, Mr. William Henry\u003c/td\u003e\n      \u003ctd\u003emale\u003c/td\u003e\n      \u003ctd\u003e35.0\u003c/td\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n      \u003ctd\u003e0\u003c/td\u003e\n      \u003ctd\u003e373450\u003c/td\u003e\n      \u003ctd\u003e8.0500\u003c/td\u003e\n      \u003ctd\u003eNaN\u003c/td\u003e\n      \u003ctd\u003eS\u003c/td\u003e\n    \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\u003c/div\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 40
        }
      ],
      "source": "titanic.head()",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 42,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec3f2c278\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 42
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.pointplot(x\u003d\"Sex\", y\u003d\"Survived\", hue\u003d\"Pclass\", data\u003dtitanic)\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 点图指定颜色以及线形进行区分\n* 线颜色参数 palett\u003d(参量, 颜色)\n* 变量标记形状参数 markers\u003d[\" \", \" \"] 标记不同hue *^\u0026\n* 线形状参数 linestyle\u003d[\" \", \" \"] 标记不同的线 - --\n* 设置不同的绘图方式 kind\u003d\" \" box 箱线图",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 58,
      "outputs": [
        {
          "data": {
            "text/plain": "\u003cmatplotlib.axes._subplots.AxesSubplot at 0x1aec44ebf60\u003e"
          },
          "metadata": {},
          "output_type": "execute_result",
          "execution_count": 58
        },
        {
          "data": {
            "text/plain": "\u003cFigure size 432x288 with 1 Axes\u003e",
            "image/png": 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\u003d\u003d\n"
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": "sns.pointplot(x\u003d\"Pclass\", y\u003d\"Survived\", hue\u003d\"Sex\", data\u003dtitanic,\n              palette\u003d{\"male\":\"g\", \"female\":\"m\"}, # 颜色\n              markers\u003d[\"o\", \"^\"], # 标记形状\n              linestyles\u003d[\"-\", \"--\"]\n              )\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%%\n",
          "is_executing": false
        }
      }
    },
    {
      "cell_type": "markdown",
      "source": "### 多层面板分类图\n",
      "metadata": {
        "pycharm": {
          "metadata": false,
          "name": "#%% md\n"
        }
      }
    }
  ],
  "metadata": {
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 2
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython2",
      "version": "2.7.6"
    },
    "kernelspec": {
      "name": "python3",
      "language": "python",
      "display_name": "Python 3"
    },
    "stem_cell": {
      "cell_type": "raw",
      "source": "",
      "metadata": {
        "pycharm": {
          "metadata": false
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}